{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "#包导入\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import calendar\n",
    "from datetime import datetime \n",
    "\n",
    "#读数据\n",
    "bike_df = pd.read_csv(\"bike.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10886, 12)"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 预览数据\n",
    "bike_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011/1/1 0:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011/1/1 1:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011/1/1 2:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011/1/1 3:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011/1/1 4:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        datetime  season  holiday  workingday  weather  temp   atemp  \\\n",
       "0  2011/1/1 0:00       1        0           0        1  9.84  14.395   \n",
       "1  2011/1/1 1:00       1        0           0        1  9.02  13.635   \n",
       "2  2011/1/1 2:00       1        0           0        1  9.02  13.635   \n",
       "3  2011/1/1 3:00       1        0           0        1  9.84  14.395   \n",
       "4  2011/1/1 4:00       1        0           0        1  9.84  14.395   \n",
       "\n",
       "   humidity  windspeed  casual  registered  count  \n",
       "0        81        0.0       3          13     16  \n",
       "1        80        0.0       8          32     40  \n",
       "2        80        0.0       5          27     32  \n",
       "3        75        0.0       3          10     13  \n",
       "4        75        0.0       0           1      1  "
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 前5行数据\n",
    "bike_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据描述\n",
    "\n",
    "- datatime - 日期+时间\n",
    "- season -\n",
    "  - 1=春天\n",
    "  - 2=夏天\n",
    "  - 3=秋天\n",
    "  - 4=冬天\n",
    "- holiday - 是否是节假日\n",
    "- workingday -\n",
    "  - 1=工作日\n",
    "  - 0=周末\n",
    "- weather -\n",
    "  - 1：晴天，多云\n",
    "  - 2：雾天，阴天\n",
    "  - 3：小雪，小雨\n",
    "  - 4：大雨，大雪，大雾\n",
    "- temp - 气温摄氏度\n",
    "- atemp - 体感温度\n",
    "- humidity - 湿度\n",
    "- windspeed - 风速\n",
    "- casual - 非注册用户个数\n",
    "- registered - 注册用户个数\n",
    "- count - 给定日期时间（每小时）总租车人数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime       object\n",
       "season          int64\n",
       "holiday         int64\n",
       "workingday      int64\n",
       "weather         int64\n",
       "temp          float64\n",
       "atemp         float64\n",
       "humidity        int64\n",
       "windspeed     float64\n",
       "casual          int64\n",
       "registered      int64\n",
       "count           int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "数据处理= 数据清洗 + 数据加工\n",
    "数据清洗：查漏，去重，补缺，纠错\n",
    "数据加工：提取、计算、分组、转换等\n",
    "\"\"\"\n",
    "#日期字段的处理，从\"datetime\"字段中，提取\"date,\"hour\",\"weekDay\",\"month\"\n",
    "#新增列 date\n",
    "bike_df[\"date\"] = bike_df.datetime.apply(lambda x: x.split()[0])\n",
    "\n",
    "#新增列 \"hour\n",
    "bike_df[\"hour\"]=bike_df.datetime.apply(lambda x: int(x.split()[1].split(\":\")[0]))\n",
    "\n",
    "#新增列 weekday\n",
    "bike_df[\"weekday\"] = bike_df.date.apply(lambda dateString : calendar.day_name[datetime.strptime(dateString,\"%Y/%m/%d\").weekday()])\n",
    "\n",
    "#新增列 month\n",
    "bike_df[\"month\"] = bike_df.date.apply(lambda dateString:  calendar.month_name[datetime.strptime(dateString,\"%Y/%m/%d\").month] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 映射处理\n",
    "#季节\n",
    "bike_df[\"season_label\"] = bike_df.season.map({1: \"Spring\", 2 : \"Summer\", 3 : \"Fall\", 4 :\"Winter\" })\n",
    "\n",
    "#天气\n",
    "bike_df[\"weather_label\"] = bike_df.weather.map({1:\"sunny\",2:\"cloudy\",3:\"rainly\",4:\"bad-day\"})\n",
    "\n",
    "#是否是节假日\n",
    "bike_df[\"holiday_map\"] = bike_df[\"holiday\"].map({0:\"non-holiday\",1:\"hoiday\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "      <th>date</th>\n",
       "      <th>hour</th>\n",
       "      <th>weekday</th>\n",
       "      <th>month</th>\n",
       "      <th>season_label</th>\n",
       "      <th>weather_label</th>\n",
       "      <th>holiday_map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [datetime, season, holiday, workingday, weather, temp, atemp, humidity, windspeed, casual, registered, count, date, hour, weekday, month, season_label, weather_label, holiday_map]\n",
       "Index: []"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 重复数据\n",
    "bike_df.loc[bike_df.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "      <th>date</th>\n",
       "      <th>hour</th>\n",
       "      <th>weekday</th>\n",
       "      <th>month</th>\n",
       "      <th>season_label</th>\n",
       "      <th>weather_label</th>\n",
       "      <th>holiday_map</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2011/1/1 11:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.76</td>\n",
       "      <td>16.665</td>\n",
       "      <td>81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "      <td>2011/1/1</td>\n",
       "      <td>11</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>January</td>\n",
       "      <td>Spring</td>\n",
       "      <td>sunny</td>\n",
       "      <td>non-holiday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          datetime  season  holiday  workingday  weather   temp   atemp  \\\n",
       "11  2011/1/1 11:00       1        0           0        1  14.76  16.665   \n",
       "\n",
       "    humidity  windspeed  casual  registered  count      date  hour   weekday  \\\n",
       "11        81        NaN      26          30     56  2011/1/1    11  Saturday   \n",
       "\n",
       "      month season_label weather_label  holiday_map  \n",
       "11  January       Spring         sunny  non-holiday  "
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 缺失值处理, 数据缺失值是影响数据集的质量的一个重要因素\n",
    "\"\"\"\n",
    "DataFrame.T  => 转置数据表\n",
    "any() 判断该行是否有任何的空值\n",
    "\"\"\"\n",
    "bike_df[bike_df.isnull().T.any()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用该行前的一个有效值填充\n",
    "bike_df=bike_df.fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>temp</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.984948</td>\n",
       "      <td>0.467097</td>\n",
       "      <td>0.318571</td>\n",
       "      <td>-0.064949</td>\n",
       "      <td>-0.017836</td>\n",
       "      <td>0.394454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atemp</th>\n",
       "      <td>0.984948</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.462067</td>\n",
       "      <td>0.314635</td>\n",
       "      <td>-0.043536</td>\n",
       "      <td>-0.057455</td>\n",
       "      <td>0.389784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>casual</th>\n",
       "      <td>0.467097</td>\n",
       "      <td>0.462067</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.497250</td>\n",
       "      <td>-0.348187</td>\n",
       "      <td>0.092282</td>\n",
       "      <td>0.690414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>registered</th>\n",
       "      <td>0.318571</td>\n",
       "      <td>0.314635</td>\n",
       "      <td>0.497250</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.265458</td>\n",
       "      <td>0.091072</td>\n",
       "      <td>0.970948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>humidity</th>\n",
       "      <td>-0.064949</td>\n",
       "      <td>-0.043536</td>\n",
       "      <td>-0.348187</td>\n",
       "      <td>-0.265458</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.318634</td>\n",
       "      <td>-0.317371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>windspeed</th>\n",
       "      <td>-0.017836</td>\n",
       "      <td>-0.057455</td>\n",
       "      <td>0.092282</td>\n",
       "      <td>0.091072</td>\n",
       "      <td>-0.318634</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.101388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>0.394454</td>\n",
       "      <td>0.389784</td>\n",
       "      <td>0.690414</td>\n",
       "      <td>0.970948</td>\n",
       "      <td>-0.317371</td>\n",
       "      <td>0.101388</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                temp     atemp    casual  registered  humidity  windspeed  \\\n",
       "temp        1.000000  0.984948  0.467097    0.318571 -0.064949  -0.017836   \n",
       "atemp       0.984948  1.000000  0.462067    0.314635 -0.043536  -0.057455   \n",
       "casual      0.467097  0.462067  1.000000    0.497250 -0.348187   0.092282   \n",
       "registered  0.318571  0.314635  0.497250    1.000000 -0.265458   0.091072   \n",
       "humidity   -0.064949 -0.043536 -0.348187   -0.265458  1.000000  -0.318634   \n",
       "windspeed  -0.017836 -0.057455  0.092282    0.091072 -0.318634   1.000000   \n",
       "count       0.394454  0.389784  0.690414    0.970948 -0.317371   0.101388   \n",
       "\n",
       "               count  \n",
       "temp        0.394454  \n",
       "atemp       0.389784  \n",
       "casual      0.690414  \n",
       "registered  0.970948  \n",
       "humidity   -0.317371  \n",
       "windspeed   0.101388  \n",
       "count       1.000000  "
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# \n",
    "correlation = bike_df[[\"temp\",\"atemp\",\"casual\",\"registered\",\"humidity\",\"windspeed\",\"count\"]].corr()\n",
    "correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 热图\n",
    "> 热图使用颜色来显示二维图中第三个变量的变化和量级\n",
    "\n",
    "[热图百科](https://www.jmp.com/zh_cn/statistics-knowledge-portal/exploratory-data-analysis/heatmap.html)\n",
    "\n",
    "[绘制热力图](Heatmap: https://matplotlib.org/stable/gallery/images_contours_and_fields/image_annotated_heatmap.html#sphx-glr-gallery-images-contours-and-fields-image-annotated-heatmap-py)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 探索性分析： 在尽量少的先验假定下进行探索，通过作图、制表、方程拟合、计算特征量等手段探索数据的结构和规律的一种数据分析方法\n",
    "# 共享单车的租用情况与哪些因素有关\n",
    "# corr: https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.corr.html?highlight=corr#pandas.DataFrame.corr\n",
    "correlation = bike_df[[\"temp\",\"atemp\",\"casual\",\"registered\",\"humidity\",\"windspeed\",\"count\"]].corr()\n",
    "\n",
    "fig,ax= plt.subplots()\n",
    "fig.set_size_inches(20,10)\n",
    "im=ax.imshow(correlation,cmap=plt.cm.hot_r)\n",
    "\n",
    "#显示右侧颜色刻度条\n",
    "plt.colorbar(im)\n",
    "\n",
    "# Show all ticks and label them with the respective list entries\n",
    "label=list(correlation.index)\n",
    "ax.set_xticks(np.arange(len(label)), labels=label)\n",
    "ax.set_yticks(np.arange(len(label)), labels=label)\n",
    "\n",
    "# Loop over data dimensions and create text annotations.\n",
    "for i in range(len(correlation.index)):\n",
    "    for j in range(len(correlation.columns)):\n",
    "        text = ax.text(j, i, \"{:.2f}\".format(correlation.iloc[i, j]),\n",
    "                       ha=\"center\", va=\"center\", color=\"g\")\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 热力图解读\n",
    "- count 和 registered、casual高度正相关，相关系数分别为0.69 与0.97。因为 count = casual + registered ，所以这个正相关和预期相符。\n",
    "- count 和 temp 正相关，相关系数为 0.39。一般来说，气温过低人们不愿意骑车出行。\n",
    "- count 和 humidity（湿度）负相关，湿度过大的天气不适宜骑车。当然考虑湿度的同时也应该考虑温度。\n",
    "- windspeed似乎对租车人数影响不大（0.1），但我们也应该考虑到极端大风天气出现频率应该不高。风速在正常范围内波动应该对人们租车影响不大。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 箱形图\n",
    "> 箱形图（Box-plot）又称为盒须图、盒式图或箱线图，是一种用作显示一组数据分散情况资料的统计图。因形状如箱子而得名。在各种领域也经常被使用，常见于品质管理。它主要用于反映原始数据分布的特征，还可以进行多组数据分布特征的比 较。箱线图的绘制方法是：先找出一组数据的上边缘、下边缘、中位数和两个四分位数；然后， 连接两个四分位数画出箱体；再将上边缘和下边缘与箱体相连接，中位数在箱体中间。\n",
    "\n",
    "[百度百科](https://baike.baidu.com/item/%E7%AE%B1%E5%BD%A2%E5%9B%BE/10671164)\n",
    "\n",
    "[pandas 绘制箱形图](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.boxplot.html?highlight=boxplot#pandas.DataFrame.boxplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 租车人数，按不同的因素划分的分布情况\n",
    "\n",
    "# 设置绘图格式和画布大小\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(12, 10)\n",
    "\n",
    "# 添加第三个子图，租车人数时间分布的箱线图\n",
    "# ax.boxplot(data=bike_df,y=\"count\",x=\"hour\",orient=\"v\")\n",
    "bike_df.boxplot(column=\"count\", by=\"hour\", ax=ax)\n",
    "\n",
    "# 设置坐标轴和标题\n",
    "ax.set_xlabel(\"Hour Of The Day\")\n",
    "ax.set_ylabel(\"Count\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 季节的影响\n",
    "\n",
    "pt = bike_df.pivot_table(\n",
    "    index=\"hour\", columns=\"season_label\", values=\"count\", aggfunc=\"mean\"\n",
    ").apply(round)\n",
    "# style：https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html?highlight=plot#matplotlib.pyplot.plot\n",
    "pt.plot(xlabel=\"Hour\",figsize=(12,10),style='o-')\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 天气的影响\n",
    "\n",
    "pt = bike_df.pivot_table(\n",
    "    index=\"month\", columns=\"weather_label\", values=\"count\", aggfunc=\"mean\"\n",
    ").apply(round)\n",
    "pt.plot(xlabel=\"Month\",figsize=(12,10),style='o-')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#按星期数划分，每小时的平均租车人数如何变化？\n",
    "\n",
    "pt = bike_df.pivot_table(\n",
    "    index=\"hour\", columns=\"weekday\", values=\"count\", aggfunc=\"mean\"\n",
    ").apply(round)\n",
    "pt.plot(xlabel=\"Hour\",figsize=(12,10),style='o-')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.2 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
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